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Multi-view egocentric dynamic scene reconstruction holds significant research value for applications in holographic documentation of social interactions. However, existing reconstruction datasets focus on static multi-view or…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Bate Li , Houqiang Zhong , Zhengxue Cheng , Qiang Hu , Qiang Wang , Li Song , Wenjun Zhang

In human imitation learning, the imitator typically take the egocentric view as a benchmark, naturally transferring behaviors observed from an exocentric view to their owns, which provides inspiration for researching how robots can more…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Heqian Qiu , Zhaofeng Shi , Lanxiao Wang , Huiyu Xiong , Xiang Li , Hongliang Li

First-person video highlights a camera-wearer's activities in the context of their persistent environment. However, current video understanding approaches reason over visual features from short video clips that are detached from the…

计算机视觉与模式识别 · 计算机科学 2023-11-13 Tushar Nagarajan , Santhosh Kumar Ramakrishnan , Ruta Desai , James Hillis , Kristen Grauman

Egocentric human videos provide scalable demonstrations for imitation learning, but existing corpora often lack either fine-grained, temporally localized action descriptions or dexterous hand annotations. We introduce OpenEgo, a multimodal…

计算机视觉与模式识别 · 计算机科学 2025-09-09 Ahad Jawaid , Yu Xiang

Intelligent assistance involves not only understanding but also action. Existing ego-centric video datasets contain rich annotations of the videos, but not of actions that an intelligent assistant could perform in the moment. To address…

计算机视觉与模式识别 · 计算机科学 2024-07-26 Steven Abreu , Tiffany D. Do , Karan Ahuja , Eric J. Gonzalez , Lee Payne , Daniel McDuff , Mar Gonzalez-Franco

We present Ego-1K, a large-scale collection of time-synchronized egocentric multiview videos designed to advance neural 3D video synthesis and dynamic scene understanding. The dataset contains nearly 1,000 short egocentric videos captured…

We introduce an approach for pre-training egocentric video models using large-scale third-person video datasets. Learning from purely egocentric data is limited by low dataset scale and diversity, while using purely exocentric…

计算机视觉与模式识别 · 计算机科学 2021-04-19 Yanghao Li , Tushar Nagarajan , Bo Xiong , Kristen Grauman

Referring expression comprehension (REF) aims at identifying a particular object in a scene by a natural language expression. It requires joint reasoning over the textual and visual domains to solve the problem. Some popular referring…

计算机视觉与模式识别 · 计算机科学 2020-03-03 Zhenfang Chen , Peng Wang , Lin Ma , Kwan-Yee K. Wong , Qi Wu

We present UnrealEgo, i.e., a new large-scale naturalistic dataset for egocentric 3D human pose estimation. UnrealEgo is based on an advanced concept of eyeglasses equipped with two fisheye cameras that can be used in unconstrained…

计算机视觉与模式识别 · 计算机科学 2022-08-03 Hiroyasu Akada , Jian Wang , Soshi Shimada , Masaki Takahashi , Christian Theobalt , Vladislav Golyanik

We present Ego-Exo4D, a diverse, large-scale multimodal multiview video dataset and benchmark challenge. Ego-Exo4D centers around simultaneously-captured egocentric and exocentric video of skilled human activities (e.g., sports, music,…

计算机视觉与模式识别 · 计算机科学 2024-09-27 Kristen Grauman , Andrew Westbury , Lorenzo Torresani , Kris Kitani , Jitendra Malik , Triantafyllos Afouras , Kumar Ashutosh , Vijay Baiyya , Siddhant Bansal , Bikram Boote , Eugene Byrne , Zach Chavis , Joya Chen , Feng Cheng , Fu-Jen Chu , Sean Crane , Avijit Dasgupta , Jing Dong , Maria Escobar , Cristhian Forigua , Abrham Gebreselasie , Sanjay Haresh , Jing Huang , Md Mohaiminul Islam , Suyog Jain , Rawal Khirodkar , Devansh Kukreja , Kevin J Liang , Jia-Wei Liu , Sagnik Majumder , Yongsen Mao , Miguel Martin , Effrosyni Mavroudi , Tushar Nagarajan , Francesco Ragusa , Santhosh Kumar Ramakrishnan , Luigi Seminara , Arjun Somayazulu , Yale Song , Shan Su , Zihui Xue , Edward Zhang , Jinxu Zhang , Angela Castillo , Changan Chen , Xinzhu Fu , Ryosuke Furuta , Cristina Gonzalez , Prince Gupta , Jiabo Hu , Yifei Huang , Yiming Huang , Weslie Khoo , Anush Kumar , Robert Kuo , Sach Lakhavani , Miao Liu , Mi Luo , Zhengyi Luo , Brighid Meredith , Austin Miller , Oluwatumininu Oguntola , Xiaqing Pan , Penny Peng , Shraman Pramanick , Merey Ramazanova , Fiona Ryan , Wei Shan , Kiran Somasundaram , Chenan Song , Audrey Southerland , Masatoshi Tateno , Huiyu Wang , Yuchen Wang , Takuma Yagi , Mingfei Yan , Xitong Yang , Zecheng Yu , Shengxin Cindy Zha , Chen Zhao , Ziwei Zhao , Zhifan Zhu , Jeff Zhuo , Pablo Arbelaez , Gedas Bertasius , David Crandall , Dima Damen , Jakob Engel , Giovanni Maria Farinella , Antonino Furnari , Bernard Ghanem , Judy Hoffman , C. V. Jawahar , Richard Newcombe , Hyun Soo Park , James M. Rehg , Yoichi Sato , Manolis Savva , Jianbo Shi , Mike Zheng Shou , Michael Wray

Referring Expression Comprehension (REC) requires models to localize objects in images based on natural language descriptions. Research on the area remains predominantly English-centric, despite increasing global deployment demands. This…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Francisco Nogueira , Alexandre Bernardino , Bruno Martins

We introduce Ego4D, a massive-scale egocentric video dataset and benchmark suite. It offers 3,670 hours of daily-life activity video spanning hundreds of scenarios (household, outdoor, workplace, leisure, etc.) captured by 931 unique camera…

Egocentric videos offer fine-grained information for high-fidelity modeling of human behaviors. Hands and interacting objects are one crucial aspect of understanding a viewer's behaviors and intentions. We provide a labeled dataset…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Lingzhi Zhang , Shenghao Zhou , Simon Stent , Jianbo Shi

We study the understanding of embodied reference: One agent uses both language and gesture to refer to an object to another agent in a shared physical environment. Of note, this new visual task requires understanding multimodal cues with…

计算机视觉与模式识别 · 计算机科学 2021-09-16 Yixin Chen , Qing Li , Deqian Kong , Yik Lun Kei , Song-Chun Zhu , Tao Gao , Yixin Zhu , Siyuan Huang

Understanding the world in first-person view is fundamental in Augmented Reality (AR). This immersive perspective brings dramatic visual changes and unique challenges compared to third-person views. Synthetic data has empowered…

计算机视觉与模式识别 · 计算机科学 2024-04-12 Gen Li , Kaifeng Zhao , Siwei Zhang , Xiaozhong Lyu , Mihai Dusmanu , Yan Zhang , Marc Pollefeys , Siyu Tang

We introduce IndEgo, a multimodal egocentric and exocentric dataset addressing common industrial tasks, including assembly/disassembly, logistics and organisation, inspection and repair, woodworking, and others. The dataset contains 3,460…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Vivek Chavan , Yasmina Imgrund , Tung Dao , Sanwantri Bai , Bosong Wang , Ze Lu , Oliver Heimann , Jörg Krüger

Being able to map the activities of others into one's own point of view is one fundamental human skill even from a very early age. Taking a step toward understanding this human ability, we introduce EgoExoLearn, a large-scale dataset that…

计算机视觉与模式识别 · 计算机科学 2025-03-07 Yifei Huang , Guo Chen , Jilan Xu , Mingfang Zhang , Lijin Yang , Baoqi Pei , Hongjie Zhang , Lu Dong , Yali Wang , Limin Wang , Yu Qiao

Understanding affect is central to anticipating human behavior, yet current egocentric vision benchmarks largely ignore the person's emotional states that shape their decisions and actions. Existing tasks in egocentric perception focus on…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Matthias Jammot , Björn Braun , Paul Streli , Rafael Wampfler , Christian Holz

Object understanding in egocentric visual data is arguably a fundamental research topic in egocentric vision. However, existing object datasets are either non-egocentric or have limitations in object categories, visual content, and…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Chenchen Zhu , Fanyi Xiao , Andres Alvarado , Yasmine Babaei , Jiabo Hu , Hichem El-Mohri , Sean Chang Culatana , Roshan Sumbaly , Zhicheng Yan

Imitation learning for manipulation has a well-known data scarcity problem. Unlike natural language and 2D computer vision, there is no Internet-scale corpus of data for dexterous manipulation. One appealing option is egocentric human…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Ryan Hoque , Peide Huang , David J. Yoon , Mouli Sivapurapu , Jian Zhang
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